{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5d904dee",
   "metadata": {},
   "source": [
    "# Example 4: Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31bcb9ac",
   "metadata": {},
   "source": [
    "## Regression formulation\n",
    "\n",
    "Let's first treat the problem as a regression problem (output dimension = 1, MSE loss). "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "908489de",
   "metadata": {},
   "source": [
    "create the two moon dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "763d1fb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f8ae1df2fa0>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from kan import *\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons\n",
    "import numpy as np\n",
    "\n",
    "dataset = {}\n",
    "train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.1, random_state=None)\n",
    "test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.1, random_state=None)\n",
    "\n",
    "dtype = torch.get_default_dtype()\n",
    "dataset['train_input'] = torch.from_numpy(train_input).type(dtype)\n",
    "dataset['test_input'] = torch.from_numpy(test_input).type(dtype)\n",
    "dataset['train_label'] = torch.from_numpy(train_label[:,None]).type(dtype)\n",
    "dataset['test_label'] = torch.from_numpy(test_label[:,None]).type(dtype)\n",
    "\n",
    "X = dataset['train_input']\n",
    "y = dataset['train_label']\n",
    "plt.scatter(X[:,0], X[:,1], c=y[:,0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06649143",
   "metadata": {},
   "source": [
    "Train KAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0a59179d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "train loss: 1.57e-01 | test loss: 1.60e-01 | reg: 3.63e+00 : 100%|██| 20/20 [00:01<00:00, 14.50it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.9990000128746033, 0.9990000128746033)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = KAN(width=[2,1], grid=3, k=3)\n",
    "\n",
    "def train_acc():\n",
    "    return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).type(dtype))\n",
    "\n",
    "def test_acc():\n",
    "    return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).type(dtype))\n",
    "\n",
    "results = model.fit(dataset, opt=\"LBFGS\", steps=20, metrics=(train_acc, test_acc));\n",
    "results['train_acc'][-1], results['test_acc'][-1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d92afc4",
   "metadata": {},
   "source": [
    "Automatic symbolic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ec64a6b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fixing (0,0,0) with sin, r2=0.975803017616272, c=2\n",
      "fixing (0,1,0) with x, r2=0.9723848104476929, c=1\n"
     ]
    },
    {
     "data": {
      "text/latex": [
       "$\\displaystyle - 0.8594 x_{2} - 0.3941 \\sin{\\left(3.0987 x_{1} - 1.5582 \\right)} + 0.7172$"
      ],
      "text/plain": [
       "-0.8594*x_2 - 0.3941*sin(3.0987*x_1 - 1.5582) + 0.7172"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lib = ['x','x^2','x^3','x^4','exp','log','sqrt','tanh','sin','tan','abs']\n",
    "model.auto_symbolic(lib=lib)\n",
    "formula = model.symbolic_formula()[0][0]\n",
    "ex_round(formula, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cee6c7c8",
   "metadata": {},
   "source": [
    "How accurate is this formula?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dd5226ea",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train acc of the formula: tensor(1.)\n",
      "test acc of the formula: tensor(0.9990)\n"
     ]
    }
   ],
   "source": [
    "# how accurate is this formula?\n",
    "def acc(formula, X, y):\n",
    "    batch = X.shape[0]\n",
    "    correct = 0\n",
    "    for i in range(batch):\n",
    "        correct += np.round(np.array(formula.subs('x_1', X[i,0]).subs('x_2', X[i,1])).astype(np.float64)) == y[i,0]\n",
    "    return correct/batch\n",
    "\n",
    "print('train acc of the formula:', acc(formula, dataset['train_input'], dataset['train_label']))\n",
    "print('test acc of the formula:', acc(formula, dataset['test_input'], dataset['test_label']))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a77c90a",
   "metadata": {},
   "source": [
    "## Classification formulation\n",
    "\n",
    "Let's then treat the problem as a classification problem (output dimension = 2, CrossEntropy loss). "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b03f2dd0",
   "metadata": {},
   "source": [
    "Create the two moon datatset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "71c1d738",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7f8ada0cdcd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from kan import KAN\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import make_moons\n",
    "import torch\n",
    "import numpy as np\n",
    "\n",
    "dataset = {}\n",
    "train_input, train_label = make_moons(n_samples=1000, shuffle=True, noise=0.1, random_state=None)\n",
    "test_input, test_label = make_moons(n_samples=1000, shuffle=True, noise=0.1, random_state=None)\n",
    "\n",
    "dataset['train_input'] = torch.from_numpy(train_input).type(dtype)\n",
    "dataset['test_input'] = torch.from_numpy(test_input).type(dtype)\n",
    "dataset['train_label'] = torch.from_numpy(train_label).type(torch.long)\n",
    "dataset['test_label'] = torch.from_numpy(test_label).type(torch.long)\n",
    "\n",
    "X = dataset['train_input']\n",
    "y = dataset['train_label']\n",
    "plt.scatter(X[:,0], X[:,1], c=y[:])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "494fe1d3",
   "metadata": {},
   "source": [
    "### Train KAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "13ec74e5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "train loss: 3.94e-05 | test loss: 5.00e-01 | reg: 1.52e+04 : 100%|██| 20/20 [00:02<00:00,  9.35it/s]\n"
     ]
    }
   ],
   "source": [
    "model = KAN(width=[2,2], grid=3, k=3)\n",
    "\n",
    "def train_acc():\n",
    "    return torch.mean((torch.argmax(model(dataset['train_input']), dim=1) == dataset['train_label']).type(dtype))\n",
    "\n",
    "def test_acc():\n",
    "    return torch.mean((torch.argmax(model(dataset['test_input']), dim=1) == dataset['test_label']).type(dtype))\n",
    "\n",
    "results = model.fit(dataset, opt=\"LBFGS\", steps=20, metrics=(train_acc, test_acc), loss_fn=torch.nn.CrossEntropyLoss());"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e36b0f3",
   "metadata": {},
   "source": [
    "Automatic symbolic regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "91b4c228",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fixing (0,0,0) with sin, r2=0.9947189092636108, c=2\n",
      "fixing (0,0,1) with sin, r2=0.9957412481307983, c=2\n",
      "fixing (0,1,0) with x, r2=0.8554980754852295, c=1\n",
      "fixing (0,1,1) with x, r2=0.8216891884803772, c=1\n"
     ]
    }
   ],
   "source": [
    "lib = ['x','x^2','x^3','x^4','exp','log','sqrt','tanh','sin','abs']\n",
    "model.auto_symbolic(lib=lib)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "83606957",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle 1603.3414 x_{2} - 10662.2939 \\sin{\\left(2.098 x_{1} + 8.1668 \\right)} - 2805.9184$"
      ],
      "text/plain": [
       "1603.3414*x_2 - 10662.2939*sin(2.098*x_1 + 8.1668) - 2805.9184"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "formula1, formula2 = model.symbolic_formula()[0]\n",
    "ex_round(formula1, 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9fa988e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/latex": [
       "$\\displaystyle - 858.4062 x_{2} + 10339.7666 \\sin{\\left(1.8559 x_{1} - 7.4117 \\right)} - 2037.7221$"
      ],
      "text/plain": [
       "-858.4062*x_2 + 10339.7666*sin(1.8559*x_1 - 7.4117) - 2037.7221"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ex_round(formula2, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0cfce819",
   "metadata": {},
   "source": [
    "How accurate is this formula?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ecd368f8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train acc of the formula: tensor(0.9940)\n",
      "test acc of the formula: tensor(0.9970)\n"
     ]
    }
   ],
   "source": [
    "# how accurate is this formula?\n",
    "def acc(formula1, formula2, X, y):\n",
    "    batch = X.shape[0]\n",
    "    correct = 0\n",
    "    for i in range(batch):\n",
    "        logit1 = np.array(formula1.subs('x_1', X[i,0]).subs('x_2', X[i,1])).astype(np.float64)\n",
    "        logit2 = np.array(formula2.subs('x_1', X[i,0]).subs('x_2', X[i,1])).astype(np.float64)\n",
    "        correct += (logit2 > logit1) == y[i]\n",
    "    return correct/batch\n",
    "\n",
    "print('train acc of the formula:', acc(formula1, formula2, dataset['train_input'], dataset['train_label']))\n",
    "print('test acc of the formula:', acc(formula1, formula2, dataset['test_input'], dataset['test_label']))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
